Skip to main content

Game theory can make machine learning more effective.



In game theory, all organisms want to maximize their benefit. Game theory can used as a tool that makes programming learning machines easier than it has been. The idea is that the AI will get points for every correct answer. And when the AI gives the wrong answer, the system gets zero points. That thing allows the simple model, that is easy to program for computers. 

When the AI plays chess against people, it can have a system where each chess button has points. That allows the AI to model the game. The soldier can be one or two points. And the queen can be worth 1000 points. When the number of those chess buttons decreases, the system can get new numbers for those buttons. The winner of the game is, who gets more points, and loses fewer buttons. The lost button can decrease the points as the value of those lost buttons is. 

Image: Quanta magazine

In classic machine learning models the computer selects the answers. That brings benefit to it for storing in its memory. But the problem has been to describe the answer. That brings benefits to the system. And one of the ways to tell the system, what kind of solution is right, is to use points to describe the right answer. The right answer brings up one point. And wrong gives zero. 

Things like attack drones can use this kind of point system for target selection. The main battle tank can be 100 points. The truck can be 20 points. The system can select targets using this model. And it can try to maximize its points. 

The AI can also know, that a deck of cards must not contain two similar cards. That allows the AI to remove non-necessary data from the data pool. If there is the same data, stored in many places, the AI can remove the superimposed data packets. 

In that model, the computer can find the right answer from the databases like Wikipedia pages. The system can find the right keywords using the data that is stored in Wikipedia. 

The idea is to make a model that is easy to use for making an algorithm. That allows the computer to select. Does it benefit from the answer or not? Game theory is a tool, that can use for many purposes. AI is one of the newest tools and the system requires a model, that is easy to use when people try to teach that tool. 

When operators teach the machine they ask questions, and the machine must find the answer. All AI's can be small-size specialized AI's. But the idea in the artificial general intelligence is that those AI's operate in one domain. That makes those systems effective and easy to expand. 


https://www.quantamagazine.org/game-theory-can-make-ai-more-correct-and-efficient-20240509/

Comments

Post a Comment

Popular posts from this blog

Antigravity will be the greatest thing. That we have ever created.

"Artistic depiction of a fictional anti-gravity vehicle" (Wikipedia, Anti-gravity) Sometimes, if the airships have the same lifting power as the weight of the airship.  It can act like some “antigravity system”. Those systems are based on lighter-than-air gas or hot air. The system can have a helium tank. And the hot-air section whose temperature can be adjusted using microwaves or particles that lasers warm. Those systems are faster to control than some gas flames. This makes it possible. To adjust the lifting power.  If a thing like a balloon has the same lifting power as its weight, the balloon can be lifted to a certain point and altitude. And the balloon stands at that point until something moves it. That kind of thing can make an impression. On the antigravity systems. Modern airships. Like Lockheed-Martin P-791 can look. Like a “UFO”. The system can use systems to move the craft. Or maybe those ion systems are used for plasma stealth systems, if those airships' mis...
Post a Comment
Read more

The first test flight of X-59 QueSST

The X-59 QueSST (Quiet Supersonic Technology) demonstrator is the next generation of aircraft design. The QueSST technology means. The aircraft creates a gentler sonic boom. Because its wings are radically long and narrow delta wings, and its nose is also radically long, which makes the sonic pressure cone thinner. That technology makes the sonic boom quieter.  The QueSST technology in X-59 is a new and radical design. All of those systems are caricatures. And the final solutions might look far different than the prototypes. The QueSST technology is one of the things. That is planned to be used. It is used in military and civil applications. If that technology is successful. It can be used in manned and unmanned systems. But that requires more work.  The X-59 also uses fundamental technology. Where the pilot must not have windows. To see outside. The camera and other sensors replace traditional windows. And that can be useful in more advanced aircraft that operate at hypersoni...
Post a Comment
Read more

The theory about paralleled universes

http://crisisofdemocracticstates.blogspot.fi/p/the-theory-about-paralleled-universes.html Kimmo Huosionmaa There is the quite unknown theory about paralleled universes. In this theory, there is not a single universe. Universes are like pearls in the pearl necklace, and there could be the connection between those universes. The connection to other universes would make possible the channel what is forming when the black hole would make the gravity tunnel to another universe. And in the paralleled universe theory, there could be millions of universes in the line, and this is also known as "Multiverse-theory". This theory was established when the galaxy-groups were noticed by astronomers. In that time were noticed that there are so-called super-groups of the galaxy, and those super-groups, where we're so much galaxy that galaxy involved stars made some cosmologists think that maybe there is also groups of universes in the emptiness. This kind of structures is so enormo...
Post a Comment
Read more